{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "04a18948-c4ae-4906-9a12-63e194e75f45",
   "metadata": {},
   "source": [
    "# 可视化查看已采集的数据点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c5958c0f-c9fb-4910-a4e9-9bae94f6928e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c8f0fe62-d63b-4368-ad0d-f5738c734a49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_data_points_from_csv(csv_file_path, feature_names, output_path=None):\n",
    "    # 从CSV文件加载数据\n",
    "    data = pd.read_csv(csv_file_path)\n",
    "\n",
    "    # 创建一个图形窗口，大小为15x10英寸\n",
    "    fig = plt.figure(figsize=(15, 10))\n",
    "\n",
    "    # 创建四个子图，排列为2行2列\n",
    "    ax1 = fig.add_subplot(221, projection='3d')\n",
    "    ax2 = fig.add_subplot(222)\n",
    "    ax3 = fig.add_subplot(223)\n",
    "    ax4 = fig.add_subplot(224)\n",
    "\n",
    "    # BGR (3D) 图\n",
    "    # 绘制BGR数据点\n",
    "    ax1.scatter(data[feature_names[0]], data[feature_names[1]], data[feature_names[2]], c=data['Label'], cmap=plt.cm.Paired)\n",
    "    ax1.set_xlabel(feature_names[0])\n",
    "    ax1.set_ylabel(feature_names[1])\n",
    "    ax1.set_zlabel(feature_names[2])\n",
    "    ax1.set_title('BGR Channels')\n",
    "\n",
    "    # RG 图\n",
    "    ax2.scatter(data[feature_names[0]], data[feature_names[1]], c=data['Label'], cmap=plt.cm.Paired)\n",
    "    ax2.set_xlabel(feature_names[0])\n",
    "    ax2.set_ylabel(feature_names[1])\n",
    "    ax2.set_title('RG Channels')\n",
    "\n",
    "    # RB 图\n",
    "    ax3.scatter(data[feature_names[0]], data[feature_names[2]], c=data['Label'], cmap=plt.cm.Paired)\n",
    "    ax3.set_xlabel(feature_names[0])\n",
    "    ax3.set_ylabel(feature_names[2])\n",
    "    ax3.set_title('RB Channels')\n",
    "\n",
    "    # BG 图\n",
    "    ax4.scatter(data[feature_names[1]], data[feature_names[2]], c=data['Label'], cmap=plt.cm.Paired)\n",
    "    ax4.set_xlabel(feature_names[1])\n",
    "    ax4.set_ylabel(feature_names[2])\n",
    "    ax4.set_title('BG Channels')\n",
    "\n",
    "    # 自动调整子图布局，避免重叠\n",
    "    plt.tight_layout()\n",
    "\n",
    "    # 如果提供了输出路径，则保存图形到文件\n",
    "    if output_path is not None:\n",
    "        plt.savefig(output_path, bbox_inches='tight')\n",
    "\n",
    "    # 显示图形\n",
    "    plt.show()\n",
    "\n",
    "# csv_file_path是CSV文件的路径\n",
    "csv_file_path = './RGB_data/data_1066_new.csv'  # CSV文件路径\n",
    "output_path = './BGR_img/data_1066_new.png'  # 输出图像路径\n",
    "plot_data_points_from_csv(csv_file_path, ['B', 'G', 'R'], output_path)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
